{ "as_of_utc": "2026-11-05T22:51:37Z", "total_records": 3653, "curated_records": 1674, "bibliographic_records": 3181, "arxiv_active_records": 3167, "non_arxiv_bibliographic_records": 14, "publication_metadata_records": 78, "arxiv_archive_records": 3308, "excluded_records": 141, "exclusion_revalidation_pending": 0, "metadata_only_records": 1979, "discovery_identifiers": 5875, "unindexed_candidates": 1967, "non_resource_candidates": 129, "alias_candidates": 36, "pending_editorial": [ { "id": "github:thudm/autoglm", "name": "AutoGLM", "url": "https://github.com/THUDM/AutoGLM", "reason": "primary evidence unresolved: HTTP Error 404: Not Found; github.com/THUDM/AutoGLM and the GitHub API for THUDM/AutoGLM return 404 with no redirect, so no rename can be recorded; zai-org/AutoGLM is also 404. The AutoGLM paper (arxiv:2411.00820) and Open-AutoGLM (github:zai-org/open-autoglm, a separate repository with GitHub ID 1112189620) are already curated. Keep this path unapproved unless THUDM publishes it.", "cause": "unresolved_evidence" }, { "id": "url:df3dc96d9e27b824f6ea", "name": "Comet", "url": "https://www.perplexity.ai/comet", "reason": "primary evidence unresolved: HTTP Error 403: Forbidden; www.perplexity.ai answers HTTP 403 to the catalog's identified client for /comet and for its blog and help-center paths, and comet.perplexity.ai and perplexity.ai/comet redirect to /comet. No first-party page could be read, so the summary is unchecked; approval needs a first-party source the catalog client can fetch.", "cause": "unresolved_evidence" }, { "id": "github:zzxslp/mm-navigator", "name": "MM-Navigator", "url": "https://github.com/zzxslp/MM-Navigator", "reason": "The fresh README still says code and the evaluation benchmark will be out soon. The public tree contains call_gpt4.py and eval.py, but no benchmark release or usage/dependency documentation sufficient to validate a usable agent artifact. Preserve the paper separately.", "cause": "reviewer_hold" }, { "id": "github:infixai/infiguiagent", "name": "InfiGUIAgent", "url": "https://github.com/InfiXAI/InfiGUIAgent", "reason": "The fresh README still explains that third-party training-data restrictions delay the full model release. The repository tree contains only README/images, and the linked Reallm-Labs collection API returns 404; no code or checkpoint release is established.", "cause": "reviewer_hold" }, { "id": "arxiv:2412.14470", "name": "Agent-SafetyBench: Evaluating the Safety of LLM Agents", "url": "https://arxiv.org/abs/2412.14470", "reason": "Reviewer hold after a separate follow-up review of the prior adjacent approval: the retained abstract and full-text Section 3.2.1 and Appendix C describe JSON-schema/Python simulated tool environments and content-safety cases, without a specific GUI or browser execution basis. Preserve the bibliography as metadata-only pending a supported adjacent-scope rationale; this is not a scope exclusion.", "cause": "reviewer_hold" }, { "id": "github:zju-aces-ise/chatuitest", "name": "ChatUITest / GTArena project hub", "url": "https://github.com/ZJU-ACES-ISE/ChatUITest", "reason": "The fresh README remains under construction and says the dataset is being organized/uploaded. The tree has only README.md, and the linked GTArena-UI-Defects API and raw card return 401. No access request was made. UIDefectMocker is already cataloged separately.", "cause": "reviewer_hold" }, { "id": "github:ethannju/carryon", "name": "CarryOn implementation release", "url": "https://github.com/Ethannju/carryon", "reason": "Primary README reviewed; implementation release is still pending. The paper is cataloged separately.", "cause": "reviewer_hold" }, { "id": "url:f8c615b8b193ffc4773b", "name": "GraceBench task and evaluation release", "url": "https://iaie-physicalai.github.io/GraceBench", "reason": "Primary project page reviewed; task definitions, data, and evaluation-code release remain pending. The paper is cataloged separately.", "cause": "reviewer_hold" }, { "id": "github:udgok/videocad", "name": "VideoCAD training and evaluation code", "url": "https://github.com/UDGOK/videocad", "reason": "Curated inclusion withdrawn: UDGOK/videocad is a distinct GitHub fork (repository 1108132573), while the paper links the author repository ghadinehme/VideoCAD (1079441024). The author repository is indexed as github:ghadinehme/videocad. The original entry and evidence remain here for provenance; this is not a repository rename or alias, and the fork is not counted as a second original implementation.", "cause": "reviewer_hold" }, { "id": "github:zackhuiiiii/winspot", "name": "WinSpot", "url": "https://github.com/zackhuiiiii/WinSpot", "reason": "Primary README and repository tree reviewed; the benchmark data release is still pending.", "cause": "reviewer_hold" }, { "id": "url:72301bf2dec104205c8d", "name": "PAE data", "url": "https://huggingface.co/datasets/yifeizhou/pae-data", "reason": "Hub metadata and the project README disagree on dataset-license scope; review remains pending without requesting gated access.", "cause": "reviewer_hold" }, { "id": "url:ac62da857db91f68376b", "name": "Aguvis-7B-720P checkpoint", "url": "https://huggingface.co/xlangai/Aguvis-7B-720P", "reason": "Weight files are listed, but the official README still marks the release in progress and the inspected Hub metadata lacks weight terms; review remains pending.", "cause": "reviewer_hold" }, { "id": "url:9e89e3332db1770388bc", "name": "UGround V1 bounding-box data", "url": "https://huggingface.co/datasets/osunlp/UGround-V1-Data-Box", "reason": "Public API identifies the dataset and Parquet manifest, but access is gated=auto and the raw card returns 401. No access request or agreement acceptance was made. Defer curation of a directly usable release until access scope and the full card can be reviewed.", "cause": "reviewer_hold" }, { "id": "github:agiresearch/litecua", "name": "LiteCUA implementation", "url": "https://github.com/agiresearch/LiteCUA", "reason": "primary evidence unresolved: HTTP Error 404: Not Found; agiresearch/LiteCUA still returns 404 from the GitHub API and its README endpoint, with no redirect, although the AIOS README still links it as the LiteCUA codebase. The Cerebrum README says LiteCUA has been integrated into Cerebrum, the AIOS agent SDK (agiresearch/Cerebrum), which needs its own proposal and review. The paper (arxiv:2505.18829) is curated separately; do not infer a release at this path.", "cause": "unresolved_evidence" }, { "id": "url:12d789d450207bd6d5da", "name": "Project Mariner", "url": "https://labs.google.com/mariner/", "reason": "The Project Mariner page on labs.google.com is a client-rendered sign-in shell whose HTML carries only the title, and the former deepmind.google Project Mariner pages now redirect to the DeepMind homepage. Approval needs a readable first-party product page.", "cause": "reviewer_hold" }, { "id": "arxiv:2409.00088", "name": "On-Device Language Models: A Comprehensive Review", "url": "https://arxiv.org/abs/2409.00088", "reason": "This survey covers on-device language-model architectures, compression and deployment. Further review is needed to establish substantive computer-interface-agent coverage.", "cause": "reviewer_hold" }, { "id": "arxiv:2506.02153", "name": "Small Language Models are the Future of Agentic AI", "url": "https://arxiv.org/abs/2506.02153", "reason": "This is a general position on small language models in agentic architectures. The abstract does not establish a specific computer-interface application for adjacent inclusion.", "cause": "reviewer_hold" }, { "id": "arxiv:2512.21720", "name": "An Information Theoretic Perspective on Agentic System Design", "url": "https://arxiv.org/abs/2512.21720", "reason": "The abstract studies compressor-predictor language-model systems and Deep Research. A concrete connection to GUI, browser or operating-system interaction needs further primary-source review.", "cause": "reviewer_hold" }, { "id": "arxiv:2604.19299", "name": "Rethinking Scale: Deployment Trade-offs of Small Language Models under Agent Paradigms", "url": "https://arxiv.org/abs/2604.19299", "reason": "The abstract compares base models, tool-equipped agents and multi-agent systems without identifying interface-interaction tasks. Retain as metadata pending a task-level scope check.", "cause": "reviewer_hold" }, { "id": "arxiv:2609.15134", "name": "HazardAuditor: From Executable Threats to Safer Computer-Use Agents", "url": "https://arxiv.org/abs/2609.15134", "reason": "The abstract trains safety guards from normalized events across Claude Code, Codex, Hermes and OpenClaw. Browser interaction appears in the general motivation, but it does not identify actual GUI/browser tasks or the execution interface of its evaluated benchmarks. Harness names and the computer-use label alone do not establish material GUI evidence.", "cause": "reviewer_hold" }, { "id": "github:osu-nlp-group/agentattack", "name": "AgentAttack", "url": "https://github.com/OSU-NLP-Group/AgentAttack", "reason": "Reviewer hold: the retained README accompanies a conceptual position paper and lists related work; the official repository tree contains a README, two images, and .DS_Store, with no executable benchmark or test dataset. Do not classify this bibliography as a released benchmark.", "cause": "reviewer_hold" }, { "id": "github:thu-coai/agent-safetybench", "name": "Agent-SafetyBench", "url": "https://github.com/thu-coai/Agent-SafetyBench", "reason": "Reviewer hold: this release evaluates general tool-using agents in JSON-schema/Python simulated environments. The retained README and paper Sections 3.2.1 and Appendix C do not establish direct GUI or browser execution for this benchmark. Keep the source and receipt pending an explicit adjacent-scope justification.", "cause": "reviewer_hold" }, { "id": "arxiv:2409.00138", "name": "PrivacyLens: Evaluating Privacy Norm Awareness of Language Models in Action", "url": "https://arxiv.org/abs/2409.00138", "reason": "Reviewer hold: the retained abstract and full-text Sections 3.2–3.3 describe ToolEmu/GPT-4-emulated tool trajectories and final-action privacy evaluation. They do not establish direct GUI or browser interaction for this method. Preserve the bibliographic record as metadata-only pending an explicit adjacent-scope justification.", "cause": "reviewer_hold" }, { "id": "arxiv:2504.11703", "name": "Progent: Securing AI Agents with Privilege Control", "url": "https://arxiv.org/abs/2504.11703", "reason": "Reviewer hold: the retained abstract and full-text Sections 8–9 evaluate typed tool-call policies on AgentDojo/ASB and MCP integrations. Section 9 explicitly excludes graphical-interface tool calls from the current method. Preserve the bibliographic record as metadata-only; do not describe this as a web/GUI defense.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.00450", "name": "ZoneClaw: Mitigating Persistent Memory Attacks by Establishing Memory-Zoning in OpenClaw-Style Computer-Use Agents", "url": "https://arxiv.org/abs/2610.00450", "reason": "Scope hold after v1 Sections 3.3, 4.1 and Appendices A.3-A.4: the OpenClaw service/workspace evaluation does not establish GUI/browser interaction. Need concrete observation/action interfaces and execution-trace evidence to decide core or adjacent relevance. Retain metadata; this is not an abstract-only exclusion.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.20424", "name": "BizBench: Unveiling Hidden Challenges in Deploying Long-Horizon Agents for Real-World Business", "url": "https://arxiv.org/abs/2610.20424", "reason": "Scope hold after v1 Sections 3.1–3.3, 4.2–4.4 and 5.1: the reconstructed environment uses documents, database states, business-tool calls and an LLM user simulator. The inspected execution protocol does not establish GUI, browser or concrete OS/terminal interaction; a portal approval is represented as a tool/state event. Need explicit interface observations/actions and evaluated interaction evidence before core or adjacent inclusion. Preserve metadata; this is not a scope exclusion.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.14966", "name": "SkillHorizon: Constructing Long-Horizon Agent Tasks through Skill Composition", "url": "https://arxiv.org/abs/2610.14966", "reason": "Scope hold after exact-v1 Sections 2–4 and Appendices A.1, B.1–B.2, C and E.5: constructed business environments expose operations and persistent state through tools. The main actor has no terminal, arbitrary code execution or personal workspace; fixed scripts use a dedicated tool. The supplementary Codex experiment disables shell, web and multi-agent execution. The inspected protocol does not establish GUI, browser or concrete OS interaction. Need evaluated interface observations/actions before core or adjacent inclusion. Preserve metadata; this is not a scope exclusion.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.14306", "name": "Plottery: A Code-Integrated GUI for Matplotlib", "url": "https://arxiv.org/abs/2610.14306", "reason": "Scope hold after complete v1 main text (Sections I–VII) and Appendix VII-A: Plottery is a human-operated Jupyter plotting interface with direct manipulation, editable code and a prompt-to-code assistant. Its evaluation studies people switching modalities; the inspected method does not establish an agent observing or operating the GUI, or a CUA execution/recording interface. Need explicit agent interaction or directly used CUA-support evidence before core/adjacent inclusion. Preserve the metadata record; no scope exclusion is proposed.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.14855", "name": "PEAM: On-device Communication Agent for Personalized, Efficient and Autonomous Mobile Network Configuration", "url": "https://arxiv.org/abs/2610.14855", "reason": "Scope hold after v1 Methodology, Evaluation and Appendices A (On-Device Deployment), B and D. PEAM generates background network-configuration rules and reports real cellular/Wi-Fi switching on Android 16; active rules execute after explicit user acceptance. The inspected work does not establish GUI observation/action control or a component actually used by a CUA workflow. Native network switching alone does not establish that broader role. Need direct interface/control or CUA-support evidence before inclusion. Preserve metadata; no permanent exclusion is proposed.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.17953", "name": "Agent-Reflex: Teaching Language Agents to Act Reflectively", "url": "https://arxiv.org/abs/2610.17953", "reason": "Scope hold after v1 Sections3.1,4.1 and AppendicesB,D.2,D.5,F. Evaluation uses standardized MCP function calls and simulated service workflows; GUI/browser/OS action evaluation is not established. Construction agents use browser/OS tools, and failure mining includes file/OS benchmarks, but these are support stages rather than reported CUA policy results. Need direct interface interaction or a demonstrated CUA consumer before core/adjacent annotation. Preserve metadata; no permanent exclusion.", "cause": "reviewer_hold" }, { "id": "arxiv:2610.16260", "name": "ScreenASR-Bench: A Tiered Benchmark for Speech Recognition with Visual Context", "url": "https://arxiv.org/abs/2610.16260", "reason": "Scope hold after complete v1 Sections 1–4: this benchmark pairs speech with video keyframes or synthesized substitute frames to test ambiguous-word transcription. Examples include map text, an outdoor scene and a game scene; metrics are WER, keyword recall and normalized visual gain. The inspected work does not establish an agent-command task, operational UI understanding/action interface, or evaluated downstream CUA use. Need direct interface-assistant evidence before core/adjacent inclusion. Keep bibliography metadata-only; this is not a permanent scope exclusion.", "cause": "reviewer_hold" }, { "id": "github:taxyai/browser-extension", "name": "Taxy AI", "url": "https://github.com/TaxyAI/browser-extension", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:912f6a57d7aa5f1969ee", "name": "Adept AI", "url": "https://www.adept.ai", "reason": "primary evidence unresolved: HTTP Error 403: Forbidden; Listed by e2b-dev/awesome-ai-agents (README at commit 9596ab1e69fb, line 2985, retrieved 2026-11-05). That list is not a registered discovery source because only about 14 of its 215 entries are interface agents. Relevance, kind and summary await editorial review.", "cause": "unresolved_evidence" }, { "id": "url:c6b4fc25ba3fc308224f", "name": "Cykel", "url": "https://www.cykel.ai", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:938085d5ae94f0fa30bb", "name": "iMean.AI", "url": "https://www.imean.ai", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:f74a85ab6f92b7f70874", "name": "Minion AI", "url": "https://minion.ai", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:41c0112aa5be6dd81df5", "name": "Sentius", "url": "https://www.sentius.ai", "reason": "primary evidence unresolved: HTTP Error 404: Not Found; Listed by e2b-dev/awesome-ai-agents (README at commit 9596ab1e69fb, line 5146, retrieved 2026-11-05). That list is not a registered discovery source because only about 14 of its 215 entries are interface agents. Relevance, kind and summary await editorial review.", "cause": "unresolved_evidence" }, { "id": "url:60bcb1a0d709aa099772", "name": "Test Driver", "url": "https://testdriver.ai", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:a707899d3735a7d6e762", "name": "Enhans ACT agents", "url": "https://enhans.ai", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:6927950c6887e0db1e34", "name": "Hark", "url": "https://hark.com", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "component:inclusionai/aworld-rl/v2p", "name": "V2P-7B", "url": "https://github.com/inclusionAI/AWorld-RL/tree/main/V2P", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "component:volcengine/vephone/mobileuse", "name": "MobileUseAgent", "url": "https://github.com/volcengine/vePhone/tree/main/Quick%20Start/MobileUse", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:jackwener/dsh-android", "name": "jackwener/DSH-Android", "url": "https://github.com/jackwener/DSH-Android", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:brandlll-lee/phonebot-android", "name": "brandlll-lee/PhoneBot-Android", "url": "https://github.com/brandlll-lee/PhoneBot-Android", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:runa-asahi/tsuki-phone-agent", "name": "Runa-Asahi/tsuki-phone-agent", "url": "https://github.com/Runa-Asahi/tsuki-phone-agent", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:robinheztto/open-autoglm-android", "name": "RobinHeZtto/Open-AutoGLM-Android", "url": "https://github.com/RobinHeZtto/Open-AutoGLM-Android", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:nitic-nlp-team/webnavix", "name": "nitic-nlp-team/webnavix", "url": "https://github.com/nitic-nlp-team/webnavix", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "github:nimra-fayaz/ai-powered-navigation", "name": "Nimra-Fayaz/AI-Powered-Navigation", "url": "https://github.com/Nimra-Fayaz/AI-Powered-Navigation", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" }, { "id": "url:8e9d016912952422c70e", "name": "Aomni", "url": "https://www.aomni.com", "reason": "current source snapshot needs editorial review", "cause": "unreviewed_snapshot" } ], "uncurated_linked_papers": [], "by_kind": { "agent": 45, "benchmark": 90, "company": 16, "dataset": 86, "framework": 79, "infrastructure": 14, "learning": 2, "model": 98, "paper": 3162, 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