{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:IDBLYARW2K2BK5YRTJGC6F4MW3","short_pith_number":"pith:IDBLYARW","canonical_record":{"source":{"id":"2606.00840","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-30T18:31:57Z","cross_cats_sorted":[],"title_canon_sha256":"c7fdc440cfe0afb8db7d9cf8bb92adbb93286e10b68efbb698301c1bf8512d64","abstract_canon_sha256":"7f5725069f6f545bb587a47320d9a80aea0babdf04c1115781fc647f01bb9565"},"schema_version":"1.0"},"canonical_sha256":"40c2bc0236d2b41577119a4c2f178cb6dfce34987ea6953edafb6e23edd55883","source":{"kind":"arxiv","id":"2606.00840","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.00840","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"arxiv_version","alias_value":"2606.00840v1","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.00840","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_12","alias_value":"IDBLYARW2K2B","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_16","alias_value":"IDBLYARW2K2BK5YR","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_8","alias_value":"IDBLYARW","created_at":"2026-06-02T01:04:07Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:IDBLYARW2K2BK5YRTJGC6F4MW3","target":"record","payload":{"canonical_record":{"source":{"id":"2606.00840","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-30T18:31:57Z","cross_cats_sorted":[],"title_canon_sha256":"c7fdc440cfe0afb8db7d9cf8bb92adbb93286e10b68efbb698301c1bf8512d64","abstract_canon_sha256":"7f5725069f6f545bb587a47320d9a80aea0babdf04c1115781fc647f01bb9565"},"schema_version":"1.0"},"canonical_sha256":"40c2bc0236d2b41577119a4c2f178cb6dfce34987ea6953edafb6e23edd55883","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-02T01:04:07.321410Z","signature_b64":"C5BrIsr4LD0fCTulaMimgF99IJ33nfRIG53d4dd5YXtiWVuMvyx+hPOYILk1ri0NsQk8q+nXDZvMp1ifuj8/CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"40c2bc0236d2b41577119a4c2f178cb6dfce34987ea6953edafb6e23edd55883","last_reissued_at":"2026-06-02T01:04:07.321058Z","signature_status":"signed_v1","first_computed_at":"2026-06-02T01:04:07.321058Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.00840","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-02T01:04:07Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6nf9dY0zTtGZ4k97gnPonlTcyYCnR4+0BsraWyXpW02VnicsHFv5OnsG1T9e0c21s96ovMHHXpHuRXW7ZjX+Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T10:07:35.231332Z"},"content_sha256":"9deecd747807965fa8d7ed99930111ba9e83c7d219eae996dc65b6c63b9fb22b","schema_version":"1.0","event_id":"sha256:9deecd747807965fa8d7ed99930111ba9e83c7d219eae996dc65b6c63b9fb22b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:IDBLYARW2K2BK5YRTJGC6F4MW3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Certificate-Guided Evaluation of Reinforcement Learning Generalization","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"{\\DJ}or{\\dj}e \\v{Z}ikeli\\'c, Suguman Bansal, Vignesh Subramanian","submitted_at":"2026-05-30T18:31:57Z","abstract_excerpt":"This work presents a logic-driven framework to evaluate the performance of reinforcement learning (RL) algorithms in their ability to generalize to unseen tasks. Our framework defines a family of inductive reach-avoid tasks, characterized by structural similarities in task dynamics, enabling evaluation of generalization capabilities. We introduce a neural certificate function that validates trajectories generated by RL algorithms by enforcing key conditions, thereby serving as a litmus test for RL generalization. We empirically demonstrate our method's capability in certifying generalization f"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.00840","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.00840/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-02T01:04:07Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cMQBH9ZjvCsAO/pSG22w4E6mHThrm2+7m2Ph/FJBN1GxrDxOl+DXrJ7j0eCNUZwNKZKDkKMgF8Nu5B2hMtq4BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T10:07:35.232108Z"},"content_sha256":"c1050bef9aa5ba0442a541c7c891341315fefa8d94238a1652bf4c3bffce328e","schema_version":"1.0","event_id":"sha256:c1050bef9aa5ba0442a541c7c891341315fefa8d94238a1652bf4c3bffce328e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/bundle.json","state_url":"https://pith.science/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-06T10:07:35Z","links":{"resolver":"https://pith.science/pith/IDBLYARW2K2BK5YRTJGC6F4MW3","bundle":"https://pith.science/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/bundle.json","state":"https://pith.science/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/IDBLYARW2K2BK5YRTJGC6F4MW3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:IDBLYARW2K2BK5YRTJGC6F4MW3","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"7f5725069f6f545bb587a47320d9a80aea0babdf04c1115781fc647f01bb9565","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-30T18:31:57Z","title_canon_sha256":"c7fdc440cfe0afb8db7d9cf8bb92adbb93286e10b68efbb698301c1bf8512d64"},"schema_version":"1.0","source":{"id":"2606.00840","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.00840","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"arxiv_version","alias_value":"2606.00840v1","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.00840","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_12","alias_value":"IDBLYARW2K2B","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_16","alias_value":"IDBLYARW2K2BK5YR","created_at":"2026-06-02T01:04:07Z"},{"alias_kind":"pith_short_8","alias_value":"IDBLYARW","created_at":"2026-06-02T01:04:07Z"}],"graph_snapshots":[{"event_id":"sha256:c1050bef9aa5ba0442a541c7c891341315fefa8d94238a1652bf4c3bffce328e","target":"graph","created_at":"2026-06-02T01:04:07Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2606.00840/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This work presents a logic-driven framework to evaluate the performance of reinforcement learning (RL) algorithms in their ability to generalize to unseen tasks. Our framework defines a family of inductive reach-avoid tasks, characterized by structural similarities in task dynamics, enabling evaluation of generalization capabilities. We introduce a neural certificate function that validates trajectories generated by RL algorithms by enforcing key conditions, thereby serving as a litmus test for RL generalization. We empirically demonstrate our method's capability in certifying generalization f","authors_text":"{\\DJ}or{\\dj}e \\v{Z}ikeli\\'c, Suguman Bansal, Vignesh Subramanian","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-30T18:31:57Z","title":"Certificate-Guided Evaluation of Reinforcement Learning Generalization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.00840","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:9deecd747807965fa8d7ed99930111ba9e83c7d219eae996dc65b6c63b9fb22b","target":"record","created_at":"2026-06-02T01:04:07Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"7f5725069f6f545bb587a47320d9a80aea0babdf04c1115781fc647f01bb9565","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-30T18:31:57Z","title_canon_sha256":"c7fdc440cfe0afb8db7d9cf8bb92adbb93286e10b68efbb698301c1bf8512d64"},"schema_version":"1.0","source":{"id":"2606.00840","kind":"arxiv","version":1}},"canonical_sha256":"40c2bc0236d2b41577119a4c2f178cb6dfce34987ea6953edafb6e23edd55883","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"40c2bc0236d2b41577119a4c2f178cb6dfce34987ea6953edafb6e23edd55883","first_computed_at":"2026-06-02T01:04:07.321058Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-02T01:04:07.321058Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"C5BrIsr4LD0fCTulaMimgF99IJ33nfRIG53d4dd5YXtiWVuMvyx+hPOYILk1ri0NsQk8q+nXDZvMp1ifuj8/CA==","signature_status":"signed_v1","signed_at":"2026-06-02T01:04:07.321410Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.00840","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9deecd747807965fa8d7ed99930111ba9e83c7d219eae996dc65b6c63b9fb22b","sha256:c1050bef9aa5ba0442a541c7c891341315fefa8d94238a1652bf4c3bffce328e"],"state_sha256":"7e745a661912be8527fa28f14c8af51bbe104689fcfb1ab128bbbc1d6fb34cb5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PUDKJMdryN/mS2SVP3xx5gLJHTYhEi7CDnQ6x4tAXNKWdBYt91tsIVwwPk0dFEXqtT3EnmsbSRFczTIHN/zYDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-06T10:07:35.236140Z","bundle_sha256":"18b6834ae5d6672f40691e9ccf8de21072d853f95dd28a7a029509b9e43c14d2"}}